What this means in practice

  • Set up even lighting and a camera across the full fabric width on the inspection line.
  • Label examples of each defect type your inspectors grade, for every fabric family.
  • Train or tune a model and record each flag with its position on the roll.
  • Inspectors confirm flags, grade the roll and decide whether it ships or is reworked.
  • Share defect maps with cutting so pieces can be planned around problem areas.

How Lid Vizion approaches it

We start with the business decision and operating context, define ownership and measurable milestones, then use configuration, integrations, automation, or custom software only where each earns its place.